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Fusion of Visual and Thermal Face Recognition Techniques: A ...

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Figure 16 shows an example <strong>of</strong> detecting eyeglasses. In Figure 16, the first threshold<br />

is used for face detection. The detection <strong>of</strong> faces is important to restrict the presence <strong>of</strong><br />

eyeglasses <strong>and</strong> reduce the searching area. After applying the first threshold, 70% <strong>of</strong><br />

eyeglasses are detected at the same time. In some cases as shown in Figure 16(b), the<br />

threshlded images in the 1 st row are grouped together which result in incorrect eyeglass<br />

detection. Although it fails in the 1 st threshold, the 2 nd threshold can detect the presence<br />

<strong>of</strong> eyeglasses as shown in Figure 16(b) 2 nd row images. The optimal threshold can be<br />

found after evaluation <strong>of</strong> the performance <strong>of</strong> the glass detection algorithm in terms <strong>of</strong><br />

False Acceptance Rate (FAR) <strong>and</strong> False Rejection Rate (FRR) as shown in Figure 17.<br />

Eyeglasses<br />

(a)<br />

33

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